23-ROC 24-LOC 27-ECG 33-Chest 34-ABD 35-Flow

OSA_Data

Finalizing OSA

NonOSA_Data

Finalizing Non_OSA
Adding a dependant variable

Extracting timeseries features

Combining the features of all channels

Defining X and y

Data Split

Data Scaling

Modeling

SVM

Without normalized data
- linear
- non_linear
With normalized data
- linear
- non_linear

Random Forest

Without normalized data
With normalized data

K-Nearest Neigbours

Without normalized data
With normalized data

Model Evaluation

Accuracy Scores

Classification Reports

Confusion Matrix

Feature Importance

Random Forest